{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "利用线性回归技术实现共享单车数量预测\n",
    "\n",
    "一、数据说明： Capital Bikeshare （美国Washington, D.C.的一个共享单车公司）提供的共享单车数据。数据包含每天的日期、天气等信息，需要预测每天的共享单车骑行量。\n",
    "\n",
    "原始数据集地址：http://archive.ics.uci.edu/ml/datasets/Bike+Sharing+Dataset\n",
    "1)\t文件说明\n",
    "day.csv: 按天计的单车共享次数（作业只需使用该文件）\n",
    "hour.csv: 按小时计的单车共享次数（无需理会）\n",
    "readme：数据说明文件\n",
    "\n",
    "2)\t字段说明\n",
    "Instant记录号\n",
    "Dteday：日期\n",
    "Season：季节（1=春天、2=夏天、3=秋天、4=冬天）\n",
    "yr：年份，(0: 2011, 1:2012)\n",
    "mnth：月份( 1 to 12)\n",
    "hr：小时 (0 to 23)  （只在hour.csv有，作业忽略此字段）\n",
    "holiday：是否是节假日（0/1）\n",
    "weekday：星期中的哪天，取值为0～6\n",
    "workingday：是否工作日（0/1）\n",
    "1=工作日 （是否为工作日，1为工作日，0为非周末或节假日）\n",
    "weathersit：天气（1：晴天，多云 ",
    "2：雾天，阴天 ",
    "3：小雪，小雨 ",
    "4：大雨，大雪，大雾）\n",
    "temp：气温摄氏度\n",
    "atemp：体感温度\n",
    "hum：湿度\n",
    "windspeed：风速\n",
    "### 这两项可以做特征工程的时候去掉，只关注cnt就可以了\n",
    "casual：非注册用户贡献的骑行量（作业无需理会该字段）\n",
    "registered：注册用户贡献的骑行量（作业无需理会该字段）\n",
    "cnt：给定日期（天, day.csv）时间（每小时,hour.csv）总租车人数，响应变量y\n",
    "\n",
    "casual、registered和cnt三个特征均为要预测的y（cnt =casual+registered ），作业里只需对cnt进行预测。\n",
    "# 特征工程"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#导入必要的包\n",
    "import sys\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sn\n",
    "import matplotlib.pyplot as plt\n",
    "from IPython.display import display, HTML"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 格式数据\n",
    "params = {'legend.fontsize': 'x-large',\n",
    "          'figure.figsize': (30, 10),\n",
    "          'axes.labelsize': 'x-large',\n",
    "          'axes.titlesize':'x-large',\n",
    "          'xtick.labelsize':'x-large',\n",
    "          'ytick.labelsize':'x-large'}\n",
    "\n",
    "sn.set_style('whitegrid')\n",
    "sn.set_context('talk')\n",
    "\n",
    "plt.rcParams.update(params)\n",
    "pd.options.display.max_colwidth = 600"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>dteday</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.344167</td>\n",
       "      <td>0.363625</td>\n",
       "      <td>0.805833</td>\n",
       "      <td>0.160446</td>\n",
       "      <td>331</td>\n",
       "      <td>654</td>\n",
       "      <td>985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2011-01-02</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.363478</td>\n",
       "      <td>0.353739</td>\n",
       "      <td>0.696087</td>\n",
       "      <td>0.248539</td>\n",
       "      <td>131</td>\n",
       "      <td>670</td>\n",
       "      <td>801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2011-01-03</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.196364</td>\n",
       "      <td>0.189405</td>\n",
       "      <td>0.437273</td>\n",
       "      <td>0.248309</td>\n",
       "      <td>120</td>\n",
       "      <td>1229</td>\n",
       "      <td>1349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2011-01-04</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.212122</td>\n",
       "      <td>0.590435</td>\n",
       "      <td>0.160296</td>\n",
       "      <td>108</td>\n",
       "      <td>1454</td>\n",
       "      <td>1562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2011-01-05</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.226957</td>\n",
       "      <td>0.229270</td>\n",
       "      <td>0.436957</td>\n",
       "      <td>0.186900</td>\n",
       "      <td>82</td>\n",
       "      <td>1518</td>\n",
       "      <td>1600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   instant      dteday  season  yr  mnth  holiday  weekday  workingday  \\\n",
       "0        1  2011-01-01       1   0     1        0        6           0   \n",
       "1        2  2011-01-02       1   0     1        0        0           0   \n",
       "2        3  2011-01-03       1   0     1        0        1           1   \n",
       "3        4  2011-01-04       1   0     1        0        2           1   \n",
       "4        5  2011-01-05       1   0     1        0        3           1   \n",
       "\n",
       "   weathersit      temp     atemp       hum  windspeed  casual  registered  \\\n",
       "0           2  0.344167  0.363625  0.805833   0.160446     331         654   \n",
       "1           2  0.363478  0.353739  0.696087   0.248539     131         670   \n",
       "2           1  0.196364  0.189405  0.437273   0.248309     120        1229   \n",
       "3           1  0.200000  0.212122  0.590435   0.160296     108        1454   \n",
       "4           1  0.226957  0.229270  0.436957   0.186900      82        1518   \n",
       "\n",
       "    cnt  \n",
       "0   985  \n",
       "1   801  \n",
       "2  1349  \n",
       "3  1562  \n",
       "4  1600  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#读入数据\n",
    "train = pd.read_csv(\"day.csv\")\n",
    "train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(731, 16)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 731 entries, 0 to 730\n",
      "Data columns (total 16 columns):\n",
      "instant       731 non-null int64\n",
      "dteday        731 non-null object\n",
      "season        731 non-null int64\n",
      "yr            731 non-null int64\n",
      "mnth          731 non-null int64\n",
      "holiday       731 non-null int64\n",
      "weekday       731 non-null int64\n",
      "workingday    731 non-null int64\n",
      "weathersit    731 non-null int64\n",
      "temp          731 non-null float64\n",
      "atemp         731 non-null float64\n",
      "hum           731 non-null float64\n",
      "windspeed     731 non-null float64\n",
      "casual        731 non-null int64\n",
      "registered    731 non-null int64\n",
      "cnt           731 non-null int64\n",
      "dtypes: float64(4), int64(11), object(1)\n",
      "memory usage: 91.5+ KB\n"
     ]
    }
   ],
   "source": [
    "train.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>366.000000</td>\n",
       "      <td>2.496580</td>\n",
       "      <td>0.500684</td>\n",
       "      <td>6.519836</td>\n",
       "      <td>0.028728</td>\n",
       "      <td>2.997264</td>\n",
       "      <td>0.683995</td>\n",
       "      <td>1.395349</td>\n",
       "      <td>0.495385</td>\n",
       "      <td>0.474354</td>\n",
       "      <td>0.627894</td>\n",
       "      <td>0.190486</td>\n",
       "      <td>848.176471</td>\n",
       "      <td>3656.172367</td>\n",
       "      <td>4504.348837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>211.165812</td>\n",
       "      <td>1.110807</td>\n",
       "      <td>0.500342</td>\n",
       "      <td>3.451913</td>\n",
       "      <td>0.167155</td>\n",
       "      <td>2.004787</td>\n",
       "      <td>0.465233</td>\n",
       "      <td>0.544894</td>\n",
       "      <td>0.183051</td>\n",
       "      <td>0.162961</td>\n",
       "      <td>0.142429</td>\n",
       "      <td>0.077498</td>\n",
       "      <td>686.622488</td>\n",
       "      <td>1560.256377</td>\n",
       "      <td>1937.211452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.059130</td>\n",
       "      <td>0.079070</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022392</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>22.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>183.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.337083</td>\n",
       "      <td>0.337842</td>\n",
       "      <td>0.520000</td>\n",
       "      <td>0.134950</td>\n",
       "      <td>315.500000</td>\n",
       "      <td>2497.000000</td>\n",
       "      <td>3152.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>366.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.498333</td>\n",
       "      <td>0.486733</td>\n",
       "      <td>0.626667</td>\n",
       "      <td>0.180975</td>\n",
       "      <td>713.000000</td>\n",
       "      <td>3662.000000</td>\n",
       "      <td>4548.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>548.500000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.655417</td>\n",
       "      <td>0.608602</td>\n",
       "      <td>0.730209</td>\n",
       "      <td>0.233214</td>\n",
       "      <td>1096.000000</td>\n",
       "      <td>4776.500000</td>\n",
       "      <td>5956.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>731.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.861667</td>\n",
       "      <td>0.840896</td>\n",
       "      <td>0.972500</td>\n",
       "      <td>0.507463</td>\n",
       "      <td>3410.000000</td>\n",
       "      <td>6946.000000</td>\n",
       "      <td>8714.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          instant      season          yr        mnth     holiday     weekday  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean   366.000000    2.496580    0.500684    6.519836    0.028728    2.997264   \n",
       "std    211.165812    1.110807    0.500342    3.451913    0.167155    2.004787   \n",
       "min      1.000000    1.000000    0.000000    1.000000    0.000000    0.000000   \n",
       "25%    183.500000    2.000000    0.000000    4.000000    0.000000    1.000000   \n",
       "50%    366.000000    3.000000    1.000000    7.000000    0.000000    3.000000   \n",
       "75%    548.500000    3.000000    1.000000   10.000000    0.000000    5.000000   \n",
       "max    731.000000    4.000000    1.000000   12.000000    1.000000    6.000000   \n",
       "\n",
       "       workingday  weathersit        temp       atemp         hum   windspeed  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean     0.683995    1.395349    0.495385    0.474354    0.627894    0.190486   \n",
       "std      0.465233    0.544894    0.183051    0.162961    0.142429    0.077498   \n",
       "min      0.000000    1.000000    0.059130    0.079070    0.000000    0.022392   \n",
       "25%      0.000000    1.000000    0.337083    0.337842    0.520000    0.134950   \n",
       "50%      1.000000    1.000000    0.498333    0.486733    0.626667    0.180975   \n",
       "75%      1.000000    2.000000    0.655417    0.608602    0.730209    0.233214   \n",
       "max      1.000000    3.000000    0.861667    0.840896    0.972500    0.507463   \n",
       "\n",
       "            casual   registered          cnt  \n",
       "count   731.000000   731.000000   731.000000  \n",
       "mean    848.176471  3656.172367  4504.348837  \n",
       "std     686.622488  1560.256377  1937.211452  \n",
       "min       2.000000    20.000000    22.000000  \n",
       "25%     315.500000  2497.000000  3152.000000  \n",
       "50%     713.000000  3662.000000  4548.000000  \n",
       "75%    1096.000000  4776.500000  5956.000000  \n",
       "max    3410.000000  6946.000000  8714.000000  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#对数值型变量，可以使用describe查看其分布\n",
    "train.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "season属性不同取值和出现次数\n",
      "3    188\n",
      "2    184\n",
      "1    181\n",
      "4    178\n",
      "Name: season, dtype: int64\n",
      "mnth属性不同取值和出现次数\n",
      "12    62\n",
      "10    62\n",
      "8     62\n",
      "7     62\n",
      "5     62\n",
      "3     62\n",
      "1     62\n",
      "11    60\n",
      "9     60\n",
      "6     60\n",
      "4     60\n",
      "2     57\n",
      "Name: mnth, dtype: int64\n",
      "weathersit属性不同取值和出现次数\n",
      "1    463\n",
      "2    247\n",
      "3     21\n",
      "Name: weathersit, dtype: int64\n",
      "weekday属性不同取值和出现次数\n",
      "6    105\n",
      "1    105\n",
      "0    105\n",
      "5    104\n",
      "4    104\n",
      "3    104\n",
      "2    104\n",
      "Name: weekday, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "#离散型特征分布\n",
    "#对类别性特征，观察其取值返回及直方图\n",
    "categorical_features = ['season', 'mnth', 'weathersit', 'weekday']\n",
    "for col in categorical_features:\n",
    "    print(\"{0}属性不同取值和出现次数\".format(col))\n",
    "    print(train[col].value_counts())\n",
    "    #将类别性特征转化为object\n",
    "    train[col] = train[col].astype('object')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 731 entries, 0 to 730\n",
      "Data columns (total 16 columns):\n",
      "instant       731 non-null int64\n",
      "dteday        731 non-null object\n",
      "season        731 non-null object\n",
      "yr            731 non-null int64\n",
      "mnth          731 non-null object\n",
      "holiday       731 non-null int64\n",
      "weekday       731 non-null object\n",
      "workingday    731 non-null int64\n",
      "weathersit    731 non-null object\n",
      "temp          731 non-null float64\n",
      "atemp         731 non-null float64\n",
      "hum           731 non-null float64\n",
      "windspeed     731 non-null float64\n",
      "casual        731 non-null int64\n",
      "registered    731 non-null int64\n",
      "cnt           731 non-null int64\n",
      "dtypes: float64(4), int64(7), object(5)\n",
      "memory usage: 91.5+ KB\n"
     ]
    }
   ],
   "source": [
    "#已经讲类别型特征转化为object类型\n",
    "train.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x7f066d32f0f0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f066d055b70>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f066d012160>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f066d03da90>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 2160x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 数值型特征分布\n",
    "numerical_features = ['temp', 'atemp', 'hum', 'windspeed']\n",
    "train[numerical_features].hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#特征与特征之间的关系\n",
    "#violinplot中用x表示类别(年)信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f066cf96668>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sn.violinplot(data = train[['yr', 'cnt']], x = 'yr', y = 'cnt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'dayly distribution of counts')]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#一年中的每天的骑行量\n",
    "#用颜色参数hue表示类别（年）信息\n",
    "import datetime\n",
    "train['date'] = pd.to_datetime(train['dteday'])\n",
    "#今年的第几天\n",
    "train['dayofyear'] = train['date'].dt.dayofyear\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "sn.pointplot(data = train[['dayofyear', 'cnt', 'yr']], x = 'dayofyear', y = 'cnt', hue='yr', ax = ax)\n",
    "ax.set(title = \"dayly distribution of counts\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f06698c96a0>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#季节与骑行量的关系\n",
    "sn.violinplot(data = train[['season','cnt']], x='season', y ='cnt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Seasonly distribution of counts')]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#barplot 利用矩阵条的高度反应数值变量的集中趋势，以及使用errorbar功能(差棒图)来估计变量之间的差值统计\n",
    "#谨记barplot展示的是某种变量分布的平均值\n",
    "fig, ax = plt.subplots()\n",
    "sn.barplot(data = train[['season','cnt']], x='season', y ='cnt')\n",
    "ax.set(title = \"Seasonly distribution of counts\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'monthly distribution of counts')]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#月份与骑行量的关系\n",
    "fig, ax = plt.subplots()\n",
    "sn.barplot(data = train[['mnth', 'cnt']], x='mnth', y = 'cnt')\n",
    "ax.set(title = \"monthly distribution of counts\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'weathersit distribution of counts')]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#天气与骑行量的关系\n",
    "fig, ax = plt.subplots()\n",
    "sn.barplot(data = train[['weathersit', 'cnt']], x='weathersit', y = 'cnt')\n",
    "ax.set(title = \"weathersit distribution of counts\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f066958ca58>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#工作日与节假日的分布\n",
    "fig, (ax1, ax2) = plt.subplots(ncols = 2)\n",
    "sn.barplot(data = train, x = 'holiday', y = 'cnt', ax = ax1)\n",
    "sn.barplot(data = train, x = 'workingday', y = 'cnt', ax = ax2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f066953a630>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#数值型特征与y之间的相关性\n",
    "corrMatt = train[['temp', 'atemp', 'hum', 'windspeed', 'casual', 'registered', 'cnt']].corr()\n",
    "\n",
    "mask = np.array(corrMatt)\n",
    "mask[np.tril_indices_from(mask)] = False\n",
    "sn.heatmap(corrMatt, mask = mask, vmax = 8, square = True, annot = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>season_1</th>\n",
       "      <th>season_2</th>\n",
       "      <th>season_3</th>\n",
       "      <th>season_4</th>\n",
       "      <th>mnth_1</th>\n",
       "      <th>mnth_2</th>\n",
       "      <th>mnth_3</th>\n",
       "      <th>mnth_4</th>\n",
       "      <th>mnth_5</th>\n",
       "      <th>mnth_6</th>\n",
       "      <th>...</th>\n",
       "      <th>weathersit_1</th>\n",
       "      <th>weathersit_2</th>\n",
       "      <th>weathersit_3</th>\n",
       "      <th>weekday_0</th>\n",
       "      <th>weekday_1</th>\n",
       "      <th>weekday_2</th>\n",
       "      <th>weekday_3</th>\n",
       "      <th>weekday_4</th>\n",
       "      <th>weekday_5</th>\n",
       "      <th>weekday_6</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   season_1  season_2  season_3  season_4  mnth_1  mnth_2  mnth_3  mnth_4  \\\n",
       "0         1         0         0         0       1       0       0       0   \n",
       "1         1         0         0         0       1       0       0       0   \n",
       "2         1         0         0         0       1       0       0       0   \n",
       "3         1         0         0         0       1       0       0       0   \n",
       "4         1         0         0         0       1       0       0       0   \n",
       "\n",
       "   mnth_5  mnth_6  ...  weathersit_1  weathersit_2  weathersit_3  weekday_0  \\\n",
       "0       0       0  ...             0             1             0          0   \n",
       "1       0       0  ...             0             1             0          1   \n",
       "2       0       0  ...             1             0             0          0   \n",
       "3       0       0  ...             1             0             0          0   \n",
       "4       0       0  ...             1             0             0          0   \n",
       "\n",
       "   weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  weekday_6  \n",
       "0          0          0          0          0          0          1  \n",
       "1          0          0          0          0          0          0  \n",
       "2          1          0          0          0          0          0  \n",
       "3          0          1          0          0          0          0  \n",
       "4          0          0          1          0          0          0  \n",
       "\n",
       "[5 rows x 26 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#类别性变量特征编码\n",
    "#对类别性变量进行独热编码\n",
    "#前面部分已经对离散型特征进行了转换为object的操作，这里就不用了\n",
    "'''\n",
    "categorical_features = ['season', 'mnth', 'weathersit', 'weekday']\n",
    "for col in categorical_features:\n",
    "    print(\"{0}属性不同取值和出现次数\".format(col))\n",
    "    print(train[col].value_counts())\n",
    "    #将类别性特征转化为object\n",
    "    train[col] = train[col].astype('object')\n",
    "'''\n",
    "X_train_cat = train[categorical_features]\n",
    "#独热编码\n",
    "X_train_cat = pd.get_dummies(X_train_cat)\n",
    "X_train_cat.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
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       "  </thead>\n",
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       "      <td>0.284606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td>0.379232</td>\n",
       "      <td>0.360541</td>\n",
       "      <td>0.715771</td>\n",
       "      <td>0.466215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.171000</td>\n",
       "      <td>0.144830</td>\n",
       "      <td>0.449638</td>\n",
       "      <td>0.465740</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.175530</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.209120</td>\n",
       "      <td>0.197158</td>\n",
       "      <td>0.449313</td>\n",
       "      <td>0.339143</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       temp     atemp       hum  windspeed\n",
       "0  0.355170  0.373517  0.828620   0.284606\n",
       "1  0.379232  0.360541  0.715771   0.466215\n",
       "2  0.171000  0.144830  0.449638   0.465740\n",
       "3  0.175530  0.174649  0.607131   0.284297\n",
       "4  0.209120  0.197158  0.449313   0.339143"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#数值型特征\n",
    "#对数值型特征进行标准化/MinMaxScaler,去量纲\n",
    "#数值型变量预处理\n",
    "#感觉数据已经做过处理，取值都在0-1之间，这里用MinMaxScaler再处理一次\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "mn_x = MinMaxScaler()\n",
    "numerical_features = ['temp', 'atemp', 'hum', 'windspeed']\n",
    "temp = mn_x.fit_transform(train[numerical_features])\n",
    "\n",
    "X_train_num = pd.DataFrame(data = temp, columns = numerical_features, index = train.index)\n",
    "X_train_num.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>season_1</th>\n",
       "      <th>season_2</th>\n",
       "      <th>season_3</th>\n",
       "      <th>season_4</th>\n",
       "      <th>mnth_1</th>\n",
       "      <th>mnth_2</th>\n",
       "      <th>mnth_3</th>\n",
       "      <th>mnth_4</th>\n",
       "      <th>mnth_5</th>\n",
       "      <th>mnth_6</th>\n",
       "      <th>...</th>\n",
       "      <th>weekday_3</th>\n",
       "      <th>weekday_4</th>\n",
       "      <th>weekday_5</th>\n",
       "      <th>weekday_6</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>holiday</th>\n",
       "      <th>workingday</th>\n",
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       "  </thead>\n",
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       "      <td>0.465740</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0.175530</td>\n",
       "      <td>0.174649</td>\n",
       "      <td>0.607131</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   season_1  season_2  season_3  season_4  mnth_1  mnth_2  mnth_3  mnth_4  \\\n",
       "0         1         0         0         0       1       0       0       0   \n",
       "1         1         0         0         0       1       0       0       0   \n",
       "2         1         0         0         0       1       0       0       0   \n",
       "3         1         0         0         0       1       0       0       0   \n",
       "4         1         0         0         0       1       0       0       0   \n",
       "\n",
       "   mnth_5  mnth_6  ...  weekday_3  weekday_4  weekday_5  weekday_6      temp  \\\n",
       "0       0       0  ...          0          0          0          1  0.355170   \n",
       "1       0       0  ...          0          0          0          0  0.379232   \n",
       "2       0       0  ...          0          0          0          0  0.171000   \n",
       "3       0       0  ...          0          0          0          0  0.175530   \n",
       "4       0       0  ...          1          0          0          0  0.209120   \n",
       "\n",
       "      atemp       hum  windspeed  holiday  workingday  \n",
       "0  0.373517  0.828620   0.284606        0           0  \n",
       "1  0.360541  0.715771   0.466215        0           0  \n",
       "2  0.144830  0.449638   0.465740        0           1  \n",
       "3  0.174649  0.607131   0.284297        0           1  \n",
       "4  0.197158  0.449313   0.339143        0           1  \n",
       "\n",
       "[5 rows x 32 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#将数值型特征和类别性特征合并到一起\n",
    "X_train = pd.concat([X_train_cat, X_train_num, train['holiday'], train['workingday']], axis = 1, ignore_index = False)\n",
    "X_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.175530</td>\n",
       "      <td>0.174649</td>\n",
       "      <td>0.607131</td>\n",
       "      <td>0.284297</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.209120</td>\n",
       "      <td>0.197158</td>\n",
       "      <td>0.449313</td>\n",
       "      <td>0.339143</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 35 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   instant  season_1  season_2  season_3  season_4  mnth_1  mnth_2  mnth_3  \\\n",
       "0        1         1         0         0         0       1       0       0   \n",
       "1        2         1         0         0         0       1       0       0   \n",
       "2        3         1         0         0         0       1       0       0   \n",
       "3        4         1         0         0         0       1       0       0   \n",
       "4        5         1         0         0         0       1       0       0   \n",
       "\n",
       "   mnth_4  mnth_5  ...  weekday_5  weekday_6      temp     atemp       hum  \\\n",
       "0       0       0  ...          0          1  0.355170  0.373517  0.828620   \n",
       "1       0       0  ...          0          0  0.379232  0.360541  0.715771   \n",
       "2       0       0  ...          0          0  0.171000  0.144830  0.449638   \n",
       "3       0       0  ...          0          0  0.175530  0.174649  0.607131   \n",
       "4       0       0  ...          0          0  0.209120  0.197158  0.449313   \n",
       "\n",
       "   windspeed  holiday  workingday  yr   cnt  \n",
       "0   0.284606        0           0   0   985  \n",
       "1   0.466215        0           0   0   801  \n",
       "2   0.465740        0           1   0  1349  \n",
       "3   0.284297        0           1   0  1562  \n",
       "4   0.339143        0           1   0  1600  \n",
       "\n",
       "[5 rows x 35 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "FE_train = pd.concat([train['instant'], X_train, train['yr'], train['cnt']], axis = 1)\n",
    "FE_train.to_csv('FE_BikeSharing.csv', index = False)\n",
    "FE_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 731 entries, 0 to 730\n",
      "Data columns (total 35 columns):\n",
      "instant         731 non-null int64\n",
      "season_1        731 non-null uint8\n",
      "season_2        731 non-null uint8\n",
      "season_3        731 non-null uint8\n",
      "season_4        731 non-null uint8\n",
      "mnth_1          731 non-null uint8\n",
      "mnth_2          731 non-null uint8\n",
      "mnth_3          731 non-null uint8\n",
      "mnth_4          731 non-null uint8\n",
      "mnth_5          731 non-null uint8\n",
      "mnth_6          731 non-null uint8\n",
      "mnth_7          731 non-null uint8\n",
      "mnth_8          731 non-null uint8\n",
      "mnth_9          731 non-null uint8\n",
      "mnth_10         731 non-null uint8\n",
      "mnth_11         731 non-null uint8\n",
      "mnth_12         731 non-null uint8\n",
      "weathersit_1    731 non-null uint8\n",
      "weathersit_2    731 non-null uint8\n",
      "weathersit_3    731 non-null uint8\n",
      "weekday_0       731 non-null uint8\n",
      "weekday_1       731 non-null uint8\n",
      "weekday_2       731 non-null uint8\n",
      "weekday_3       731 non-null uint8\n",
      "weekday_4       731 non-null uint8\n",
      "weekday_5       731 non-null uint8\n",
      "weekday_6       731 non-null uint8\n",
      "temp            731 non-null float64\n",
      "atemp           731 non-null float64\n",
      "hum             731 non-null float64\n",
      "windspeed       731 non-null float64\n",
      "holiday         731 non-null int64\n",
      "workingday      731 non-null int64\n",
      "yr              731 non-null int64\n",
      "cnt             731 non-null int64\n",
      "dtypes: float64(4), int64(5), uint8(26)\n",
      "memory usage: 70.1 KB\n"
     ]
    }
   ],
   "source": [
    "FE_train.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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